# Disparity Estimation on Dino light field (synthetic)

Source: [Disparity Estimation on Dino light field (synthetic)](<https://www.sota2.com/research/sota/disparity-estimation-on-dino-light-field-synthetic>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:50:37.755Z

Evaluation of Disparity Estimation performance on the Dino synthetic light field dataset, measured using Mean Squared Error (MSE) and specific Bad Pixel (BP) thresholds (0.01, 0.03, 0.07).

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Disparity Estimation |
| Dataset (including any stated split) | Dino light field (synthetic) |
| Metric | MSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [MSE](<https://www.sota2.com/research/sota/disparity-estimation-on-dino-light-field-synthetic.md?metric=MSE>): Lower is better; unit: SCALAR.

- [BP (Threshold 0.01)](<https://www.sota2.com/research/sota/disparity-estimation-on-dino-light-field-synthetic.md?metric=BP%20(Threshold%200.01)>): Lower is better; unit: PERCENT.

- [BP (Threshold 0.03)](<https://www.sota2.com/research/sota/disparity-estimation-on-dino-light-field-synthetic.md?metric=BP%20(Threshold%200.03)>): Lower is better; unit: PERCENT.

- [BP (Threshold 0.07)](<https://www.sota2.com/research/sota/disparity-estimation-on-dino-light-field-synthetic.md?metric=BP%20(Threshold%200.07)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | MSE | Result date | Report paper |
| --- | --- | --- | --- |
| Zhang et al. | 0.0041 | Not recorded | 68fa6a441e209131cea27290 |
| Shi et al. | 0.0043 | Not recorded | 68fa6a441e209131cea27290 |
| Khan et al. | 0.0045 | Not recorded | 68fa6a441e209131cea27290 |
| Jiang et al. | 0.0047 | Not recorded | 68fa6a441e209131cea27290 |
| Differentiable Diffusion | 0.0086 | Not recorded | 68fa6a441e209131cea27290 |
| Li et al. | 0.0328 | Not recorded | 68fa6a441e209131cea27290 |

### Zhang et al.

MSE: 0.0041. Result ID: 698e25cbffc3901de09b2c4a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a441e209131cea27290.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Shi et al.

MSE: 0.0043. Result ID: 698e25cbffc3901de09b2c4d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a441e209131cea27290.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Khan et al.

MSE: 0.0045. Result ID: 698e25cbffc3901de09b2c4e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a441e209131cea27290.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Jiang et al.

MSE: 0.0047. Result ID: 698e25cbffc3901de09b2c4c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a441e209131cea27290.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Differentiable Diffusion

MSE: 0.0086. Result ID: 698e25cbffc3901de09b2c4f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a441e209131cea27290.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a441e209131cea27290.md>)

[Implementation](<https://www.sota2.com/visual.cs.brown.edu/diffdiffdepth>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Li et al.

MSE: 0.0328. Result ID: 698e25cbffc3901de09b2c4b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a441e209131cea27290.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c191e209131cea322c7.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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